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alt.freeweights.kimi / Kimi-Linear-48B-A3B-Instruct
From: moonshotai <huggingface.co/moonshotai>Newsgroups: alt.freeweights.kimiSubject:

Kimi-Linear-48B-A3B-Instruct

Date: 2026-11-14Commit: e1df551Signed: 2DC28CC7B26A283B ✓

Text generation model with 49.1B parameters. Safetensors weights, 98.3 GB in all. Published by moonshotai under MIT.

49.1B params98.3GBKimi-Linear-48B-A3B-Instructsafetensorspermissive
FactsParams49.1BSize98.3 GBFormatssafetensorsTasktext generationLicenseMITFrom sourcepermissive
$ fw get moonshotai/Kimi-Linear-48B-A3B-Instruct
# manifest sha256 60514dab4c37… · 98.3 GB · 38 files
$ fw verify ./Kimi-Linear-48B-A3B-Instruct moonshotai/Kimi-Linear-48B-A3B-Instruct
From sourcemoonshotai/Kimi-Linear-48B-A3B-InstructLast check: 2026-11-14 06:31 UTC
Runs withvLLMSGLangFine-tune withAxolotlTRLPEFTUnsloth
OverviewFilesUse itLicenseProvenance

Overview

Size
98.3 GB
Weights
98.2 GB (safetensors)
Parameters
49.1B
Formats
safetensors
Task
text generation
License
MIT (permissive)
Files
38, each with a sha256
Publisher
moonshotai
Added
2026-11-14
Section
alt.freeweights.kimi
Lineage

Original release from the publisher.

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-14 06:31 UTCpassed

Files

38 files · 98.3 GBWeights 98.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 38 files with their sha256
FileSizesha256
.gitattributes1.63 KB70711e003ecefde7929ed9b1e49770523a0a2b539c437498acf3f58d7da67c1d
README.md6.54 KBd2332c5f1c7318737c2d42c6ec09ff7f26223d1b595fd5d0e1a189ba53064dd9
chat_template.jinja1.85 KB75e3cd76bd26b77c02507eb35073b66c8ffd0c88eab185ebc6f8c6e425161809
config.json1.75 KBa6ac3c2c4b5aa72370f9727f49ffa4432715d20061889acdb37c688be853096e
configuration_kimi.py4.95 KB79422aca3ee6c89d201e0c15c4c9a6db517ba83d87ecdc4e41fa0f71297238d9
figures/arch.png238 KB132ae021fa4661ed39e7be784d46f05f22b82aabb9afd2bab8dbdc0a5a61cba0
figures/arxiv.png2.07 KB8a9b6f6422b16d06b4feada756072382a3d9bb0f016e1af646fabb5b79b1950e
figures/banner.png63.2 KB860813b16f049ba7540fe99568729ac62a12cc651d523b4be534ead4fb5a7716
figures/github.png6.39 KB367d5cb2adc609451cf9127250edfe893837485e7c779d7dcb4e31234f59b001
figures/logo.png13.1 KB7870b48105beb49cdb29bb3090abb7bbca688bef862507904c23d9c472df221c
figures/perf_speed.png160 KBf8951e618db41ae57fa0cec4845d7b275dffbd7f9db12c6496bfea536c625aea
generation_config.json147 B5d7571b3479fd7263e52c4b2e829c2ae64143abcb0d8d9813258fc4b7994cffe
model-00001-of-00020.safetensors5.00 GB9c5c908aa3b86b6486080b577cb7aa8dbe9ca7cb18789653768017e602b61a7f
model-00002-of-00020.safetensors5.00 GB6fcb34e9ebe2434f32761c06ef17a465157308e6e583eb7eb70cc25e57cd2cb0
model-00003-of-00020.safetensors5.00 GBf35d2a95dd1e3170fd642d0db4d0d07933985ef59041494652092cc27893e231
model-00004-of-00020.safetensors5.00 GBeda18b6226777bb9a07584dfa64986ac4f28a26cee3203f16ffb14deef9ef48b
model-00005-of-00020.safetensors5.00 GB652e8a43d493105176807d256af0a5c56e45c6d783e6c8221832918f3425c0a0
model-00006-of-00020.safetensors5.00 GB77f5dc551436c934f0991eee0c319e0f33689ea3c10cb8cb8f48acc32238526f
model-00007-of-00020.safetensors5.00 GB3980c7efccdc6a27633eb8909afc381cb780cccaa7be0347d1645496ea3eb5a2
model-00008-of-00020.safetensors5.00 GBdab91b8eaed9874c75de99a4a08669f520fa3e2c8977175333db552504a1c5d3
model-00009-of-00020.safetensors5.00 GB13f6ae84d557682ec4a0fc8b6090d4f89cdd26e5e216445cc9d77a65c7f4c90b
model-00010-of-00020.safetensors5.00 GBd58ab0a201e26ff429b9d18678a76f3a3284ad977719e055f94d892133ee247b
model-00011-of-00020.safetensors5.00 GB142aa90317af104b2d9f5a6ae4dc661f4a7f7c152f83d6c2477de8037be92201
model-00012-of-00020.safetensors5.00 GBcb1d4fe2d94a04898eb8300b5144923e5540a75091ee5f4c8b67936a69d91780
model-00013-of-00020.safetensors5.00 GB12fb6f2dea889d460f33f7fbb55f76d7beb468698cf56707f4d77a9ab69461d3
model-00014-of-00020.safetensors5.00 GBcf178169e0dfdc721492f1a98a5be2ef5f66fd8569039f5a77819641a5a1b32d
model-00015-of-00020.safetensors5.00 GB9e65460934e8794faeadd6d8cbeffd23fcdbf07d9c61ca92ef97afc95d0ccdaa
model-00016-of-00020.safetensors5.00 GB05cc77846f94d50dc09180f5844f01aee38e489b1fd833d8c7aec6a62214ef03
model-00017-of-00020.safetensors5.00 GBeaf238a2f1a971ef311c445309de323992da59287d55759cf2a4a3a85ca6a1cc
model-00018-of-00020.safetensors5.00 GB315cdb6964a975522cdb755cf5eb76b46478346b015113e241f81127ad9e6fd4
model-00019-of-00020.safetensors5.00 GBcbdc2c77e41baa76a2c2b3ced0a59fe7587e95ca3d1acc75247b88a80dee3041
model-00020-of-00020.safetensors3.28 GB4f1e4a9194d045e01c90ed2697939bcedd533b6aa1f1b97b0ae0a5932e5a4bc7
model.safetensors.index.json1.99 MBe63dba2b42cfe38ad7f2fd7cf561706c584f8fe7b42016baba16b27fe0d06bab
modeling_kimi.py43.0 KBd79b365e37378881b9f1585007a56e236ca27a414920943cb85d1dacb75dda99
special_tokens_map.json5.58 KB16786e586e9ac2ebad36dc32023f055dc3a8682a85c8f274ff07988ab31758b9
tiktoken.model2.80 MBb6c497a7469b33ced9c38afb1ad6e47f03f5e5dc05f15930799210ec050c5103
tokenization_kimi.py12.5 KBb6b304f63d355f29f5f5aa27694337c824c90e1ac80559ca537909824729761f
tokenizer_config.json3.69 KB5ba77d5822137ac3cb9337d2b84561d10425562cf8b8f2c74c91a832516a778d

Use it

$ fw get moonshotai/Kimi-Linear-48B-A3B-Instruct
# manifest sha256 60514dab4c37… · 98.3 GB · 38 files
$ fw verify ./Kimi-Linear-48B-A3B-Instruct moonshotai/Kimi-Linear-48B-A3B-Instruct
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/moonshotai/Kimi-Linear-48B-A3B-Instruct.json --dir ./Kimi-Linear-48B-A3B-Instruct $ python3 fw.py verify ./Kimi-Linear-48B-A3B-Instruct ./moonshotai__Kimi-Linear-48B-A3B-Instruct.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download moonshotai/Kimi-Linear-48B-A3B-Instruct --revision e1df551a447157d4658b573f9a695d57658590e9 --local-dir ./Kimi-Linear-48B-A3B-Instruct
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("moonshotai/Kimi-Linear-48B-A3B-Instruct", revision="e1df551a447157d4658b573f9a695d57658590e9") model = AutoModelForCausalLM.from_pretrained("moonshotai/Kimi-Linear-48B-A3B-Instruct", revision="e1df551a447157d4658b573f9a695d57658590e9", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve moonshotai/Kimi-Linear-48B-A3B-Instruct --revision e1df551a447157d4658b573f9a695d57658590e9
Run in Allternit Desktopcoming in Phase 1
Fine-tune in Freeweights Studiocoming in Phase 3

License

Name
MIT License
Id
MIT
Class
Permissive
Redistribution
yes
Text in
README.md
Text sha256
d2332c5f1c7318737c2d42c6ec09ff7f26223d1b595fd5d0e1a189ba53064dd9
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license list. A custom license passes only after a recorded human audit.

Provenance

From: moonshotai <huggingface.co/moonshotai>Newsgroups: alt.freeweights.kimiSubject: Kimi-Linear-48B-A3B-InstructDate: 2026-11-14Commit: e1df551Signed: 2DC28CC7B26A283B ✓
Upstream
moonshotai/Kimi-Linear-48B-A3B-Instruct
Pinned commit
e1df551a447157d4658b573f9a695d57658590e9
Manifest
Kimi-Linear-48B-A3B-Instruct.json · .minisig
Manifest sha256
60514dab4c372770c14d3346d8e9b72275a9c4ba8b1d46f23538453f3939b0aa
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-14 06:31 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/moonshotai/Kimi-Linear-48B-A3B-Instruct.json $ curl -O https://freeweights.allternit.com/manifests/moonshotai/Kimi-Linear-48B-A3B-Instruct.json.minisig $ minisign -Vm Kimi-Linear-48B-A3B-Instruct.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download moonshotai/Kimi-Linear-48B-A3B-Instruct
Run in Allternit Desktopcoming in Phase 1
Signed manifest
minisign, key 2DC28CC7B26A283B. Kimi-Linear-48B-A3B-Instruct.json. Provenance. Takedown history: none.
Source
huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct

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